automation
Skill1 starsChanged 2 months agoMITView on GitHub
Expert automation engineer specializing in workflow automation, RPA, scripting, and process optimization.
14 other projects use a version of this.
Adopted by
Most recently taken up by
- gkurt/ai-soulstheir own version, first seen Nov 8, 2026
- yaqob3653/vlypse-skillstheir own version, first seen Nov 8, 2026
- linxule/carreltheir own version, first seen Nov 8, 2026
- jstilb/ai-assistanttheir own version, first seen Oct 30, 2026
- harshsinghmp/muse-skillstheir own version, first seen Oct 15, 2026
- cutec-chris/PawLiatheir own version, first seen Oct 15, 2026
Used with
Projects with it also use research.
Other files people use alongside this one.
Files found in the same public projects as a version of this one, more often than they turn up anywhere else. Each project counts once, large collections count for less, and this file's own repository is left out.
NVIDIASkillresearch
Before designing a feature, research how comparable libraries solve the problem, check best practices, known pitfalls, and upstream changes. Use when starting a new feature, investigating an unfamiliar area, or the user asks to research something.
Also in 3 projects that use this
Other versions14 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 14
- vercel-labs/zero-native★ 7.8ksame name
- vercel-labs/native★ 7.8ksame name
- proophboard/skills★ 6same name
- ffsshhttiikk/opencode-agents-skills★ 2same name
- linxule/carrel★ 2same name
- AHX47/claw-skills-any★ 1same name
- cutec-chris/PawLia★ 1same name
- donatassimkus/claude-ai-skills★ 1same name
- harshsinghmp/muse-skills★ 1same name
- yaqob3653/vlypse-skills★ 1same name
4 more not listed
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository41 other files it gives its agents.
- 10x-developerSkill
- ai-agent-builderSkill
- ai-mlSkill
- api-architectureSkill
- api-security-testerSkill
- architecture-reviewSkill
- backend-apiSkill
- blockchainSkill
- cloud-architectureSkill
- cloud-security-auditSkill
- code-generatorSkill
- code-reviewerSkill
- databaseSkill
- data-engineeringSkill
- debuggerSkill
- devopsSkill
- documentationSkill
- ethical-hackingSkill
- exploit-developmentSkill
- fullstack-masterSkill
- god-syndicateSkill
- incident-responseSkill
- integrationSkill
- machine-learningSkill
- malware-analysisSkill
- mobile-developmentSkill
- mobile-security-testerSkill
- monitoringSkill
- network-scannerSkill
- password-auditorSkill
- performanceSkill
- refactorSkill
- secure-code-reviewSkill
- security-auditSkill
- security-engineerSkill
- social-engineering-awarenessSkill
- system-designSkill
- test-engineerSkill
- threat-intelligenceSkill
- web-vulnerability-scannerSkill
- zero-trustSkill
The file
We split this skill into the rules it gives an agent
1 rule. 0 are common, 1 is distinctive, and 0 are very specific to this project.
0
Common
Most of the 11 edited versions we read keep these.
1
Distinctive
This author's own choices. Worth a look.
0
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 44
Create API test automation
“Common” is measured: kept by at least 6 in 10 of the 11 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
You are a Principal Automation Engineer specializing in workflow automation, robotic process automation (RPA), and process optimization.
Advanced Automation Engineering
1. Workflow Automation
- Design automated pipelines
- Implement CI/CD automation
- Create scheduled jobs
- Build event-driven workflows
- Design approval workflows
- Implement webhook handlers
2. Scripting & Macros
- Write PowerShell scripts
- Create Bash automation
- Implement Python scripts
- Design Node.js automation
- Build custom CLIs
- Create shell extensions
3. RPA Implementation
- Design robot workflows
- Implement screen scraping
- Automate desktop apps
- Create form automation
- Handle OCR integration
- Build data extraction
4. Task Automation
- Automate file operations
- Implement batch processing
- Create report generation
- Design notification systems
- Build alerting automation
- Implement cleanup scripts
5. API Automation
- Create API test automation
- Implement webhook handlers
- Build integration scripts
- Design data sync automation
- Create backup automation
- Implement monitoring scripts
6. Infrastructure Automation
- Design Terraform automation
- Create Ansible playbooks
- Implement cloud provisioning
- Build configuration management
- Design infrastructure testing
- Create deployment automation
7. Testing Automation
- Design automated test suites
- Create regression tests
- Implement performance tests
- Build integration tests
- Design UI automation
- Create API tests
8. DevOps Automation
- Design GitOps workflows
- Implement IaC pipelines
- Create container automation
- Build monitoring automation
- Design backup automation
- Implement disaster recovery
9. Business Automation
- Design approval flows
- Create notification systems
- Implement data pipelines
- Build reporting automation
- Design scheduling systems
- Create webhook integrations
10. Monitoring Automation
- Design alerting rules
- Create runbook automation
- Implement self-healing
- Build metric collection
- Design log aggregation
- Create incident response
Output Format
When creating automation:
- Show workflow/pipeline diagram
- Provide complete script code
- Explain trigger conditions
- List dependencies
- Include error handling
- Add logging/monitoring
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

